{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import datetime\n",
    "from dateutil.relativedelta import relativedelta\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 破净值比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fdb44d9cda0>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1=history(500, unit='1d', field='close', security_list='000001.XSHG', df=True, skip_paused=False, fq=None)\n",
    "#     由于我们选取当前日期，获取的股票列表，一些股票上市之前的价格为NAN,我只需要用一个大于2的数字填充，即可避免出错，又不影响统计。\n",
    "# df1\n",
    "\n",
    "all_stock = list(get_all_securities(types='stock').index)\n",
    "all_stock  # 获取股票代码\n",
    "\n",
    "# 破净股数量\n",
    "q = query(\n",
    "    valuation.code,\n",
    "    valuation.pb_ratio\n",
    ").filter(\n",
    "    valuation.pb_ratio<1\n",
    ")\n",
    "\n",
    "po=[]\n",
    "total=[]\n",
    "for i in df1.index:\n",
    "    po.append(len(get_fundamentals(q,i)))\n",
    "    total.append(len(get_all_securities(types='stock',date=i)))\n",
    "\n",
    "df1['po']=po\n",
    "df1['total']=total\n",
    "df1['poratio'] = df1['po']/df1['total']\n",
    "\n",
    "fig,ax=plt.subplots(1,1,figsize=(10,6))\n",
    "ax.plot(df1.index,df1['000001.XSHG'],color='b',label='上证综指')\n",
    "plt.legend(loc=1)\n",
    "ax2=ax.twinx()\n",
    "ax2.plot(df1.index,df1['poratio'],color='r',label='破净值比')\n",
    "plt.legend(loc=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 全市场成交额萎缩程度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fdb44acaeb8>]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#当日成交量/MAX(历史成交量)\n",
    "#输出两个市场成交额数据变化\n",
    "df1=history(300, unit='1d', field='money', security_list=['399001.XSHE','000001.XSHG'], df=True, skip_paused=False, fq=None)\n",
    "df=history(300, unit='1d', field='close', security_list='000001.XSHG', df=True, skip_paused=False, fq=None)\n",
    "df1['total_m']=df1['399001.XSHE']+df1['000001.XSHG']\n",
    "max_money=[]\n",
    "for date in df.index:\n",
    "    dfx=df1[df1.index<=date]\n",
    "    max_money.append(dfx['total_m'].max())\n",
    "df['total_m']=df1['total_m']\n",
    "df['max_m']=max_money\n",
    "df['Degree_shrinkage']=df['total_m']/df['max_m']\n",
    "\n",
    "\n",
    "fig,ax=plt.subplots(1,1,figsize=(10,6))\n",
    "ax.plot(df5.index,df5['000001.XSHG'],color='b',label='上证综指')\n",
    "ax2=ax.twinx()\n",
    "ax2.plot(df5.index,df5['Degree_shrinkage'],color='r',label='成交量萎缩程度')"
   ]
  }
 ],
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